{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploration of one customer\n",
    "\n",
    "Analysis of:\n",
    "\n",
    "* global stats\n",
    "* daily pattern\n",
    "\n",
    "Also, found a week of interest (early 2011-12) for futher work ([Solar home control bench](https://github.com/pierre-haessig/solarhome-control-bench) and SGE 2018 paper)\n",
    "* daily pattern the month before this week\n",
    "\n",
    "To be done: [clustering of daily trajectories](#Clustering-of-daily-trajectories)\n",
    "\n",
    "PH December 23, 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load customer data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import solarhome as sh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_raw = sh.read_csv('2011-2012')\n",
    "df, missing_rec = sh.reshape(df_raw)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Choice: customer 12:\n",
    "\n",
    "* no controlled load (CL channel)\n",
    "* no oddities consumption and production during 2011-2012"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Channel</th>\n",
       "      <th>GC</th>\n",
       "      <th>GG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-07-01 00:00:00</th>\n",
       "      <td>0.392</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-01 00:30:00</th>\n",
       "      <td>0.578</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-01 01:00:00</th>\n",
       "      <td>0.568</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-01 01:30:00</th>\n",
       "      <td>0.482</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-01 02:00:00</th>\n",
       "      <td>0.456</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Channel                 GC   GG\n",
       "2011-07-01 00:00:00  0.392  0.0\n",
       "2011-07-01 00:30:00  0.578  0.0\n",
       "2011-07-01 01:00:00  0.568  0.0\n",
       "2011-07-01 01:30:00  0.482  0.0\n",
       "2011-07-01 02:00:00  0.456  0.0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_cust = 12\n",
    "d = df[n_cust]\n",
    "d.to_csv('customer/12/data_2011-2012.csv')\n",
    "d.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Customer global stats (over the year)\n",
    "\n",
    "Statistics close to the [dataset average](Solar%20home%20exploration.ipynb#Global-statistics-of-PV-generation):\n",
    "* Consumption: avg 0.7 kW, max 4.0 kW. Yearly total of 5 900 kWh/yr\n",
    "* PV max 0.9 kW (1.04 kW capacity). Yield of 1250 kWh/yr/kWc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Channel</th>\n",
       "      <th>GC</th>\n",
       "      <th>GG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>17568.000000</td>\n",
       "      <td>17568.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.676044</td>\n",
       "      <td>0.147587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.351625</td>\n",
       "      <td>0.227503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.586000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4.004000</td>\n",
       "      <td>0.900000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Channel            GC            GG\n",
       "count    17568.000000  17568.000000\n",
       "mean         0.676044      0.147587\n",
       "std          0.351625      0.227503\n",
       "min          0.000000      0.000000\n",
       "50%          0.586000      0.000000\n",
       "max          4.004000      0.900000"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d.describe([])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Histograms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prod = d.GG\n",
    "cons = d.GC\n",
    "cons.hist(bins=30, label='Consumption')\n",
    "(prod[prod>=0.01]).hist(label='PV prod (>0)', alpha=0.8)\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "PV yearly production (kWh)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1296.404"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt = 0.5 # hours\n",
    "E_pv = prod.sum() * dt\n",
    "E_pv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.04"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d_cust_cap = df_raw[['Customer', 'Generator Capacity']]\n",
    "gen_cap = d_cust_cap.groupby('Customer')['Generator Capacity'].max()\n",
    "gen_cap = gen_cap[n_cust]\n",
    "gen_cap"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "PV yield (kWh/kWc/yr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1246.5423076923078"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "E_pv/gen_cap"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Yearly consumption"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5938.369"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "E_cons = cons.sum() * dt\n",
    "E_cons"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Time plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(2,1, sharex=True)\n",
    "\n",
    "#sl = slice('2011-10-12','2011-10-18') # 3 semi-cloudy, 1 very cloudy, 3 sunny days \n",
    "sl = slice('2011-11-29','2011-12-05')\n",
    "#sl=slice(0, -1)\n",
    "cons[sl].plot(ax=ax1, label='Consumption')\n",
    "prod[sl].plot(ax=ax2, color='tab:orange', label='PV production')\n",
    "\n",
    "ax1.legend(loc='upper right')\n",
    "ax2.legend(loc='upper right')\n",
    "\n",
    "ax1.set(\n",
    "    title='Customer %d data: 7 days extract' % n_cust,\n",
    "    ylabel='Power (kW)'\n",
    ")\n",
    "ax2.set(\n",
    "    ylabel='Power (kW)'\n",
    ");\n",
    "\n",
    "fig.tight_layout()\n",
    "fig.savefig('customer/12/data_week_%s.png' % sl.start, dpi=200, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Daily pattern\n",
    "\n",
    "i.e. stats as a function of the hour of the day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def hod(tstamp):\n",
    "    'hour of the day (fractional))'\n",
    "    return tstamp.hour + tstamp.minute/60\n",
    "\n",
    "d_dm = d.groupby(by=hod).mean()\n",
    "d_d05 = d.groupby(by=hod).quantile(.05)\n",
    "d_d25 = d.groupby(by=hod).quantile(.25)\n",
    "d_d75 = d.groupby(by=hod).quantile(.75)\n",
    "d_d95 = d.groupby(by=hod).quantile(.95)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(2,1, sharex=True)\n",
    "\n",
    "c = 'tab:blue'\n",
    "d_dm.GC.plot(ax=ax1, color=c, label='Consumption')\n",
    "ax1.fill_between(d_dm.index, d_d05.GC, d_d95.GC, alpha=0.3, color=c, lw=0)\n",
    "ax1.fill_between(d_dm.index, d_d25.GC, d_d75.GC, alpha=0.3, color=c, lw=0)\n",
    "ax1.set_ylim(ymin=0)\n",
    "ax1.legend(loc='upper left')\n",
    "\n",
    "c = 'tab:orange'\n",
    "d_dm.GG.plot(ax=ax2, color=c, label='PV production')\n",
    "ax2.fill_between(d_dm.index, d_d05.GG, d_d95.GG, alpha=0.3, color=c, lw=0)\n",
    "ax2.fill_between(d_dm.index, d_d25.GG, d_d75.GG, alpha=0.3, color=c, lw=0)\n",
    "ax2.legend(loc='upper left')\n",
    "\n",
    "ax1.set(\n",
    "    title='Customer %d daily pattern' % n_cust,\n",
    "    ylabel='Power (kW)'\n",
    ");\n",
    "ax2.set(\n",
    "    xlabel='hour of the day',\n",
    "    ylabel='Power (kW)'\n",
    ");\n",
    "fig.tight_layout()\n",
    "fig.savefig('customer/12/daily_pattern_2011-2012.png', dpi=200, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Compute all quantiles, to save the pattern for later reuse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.05, 0.1 , 0.15, 0.2 , 0.25, 0.3 , 0.35, 0.4 , 0.45, 0.5 , 0.55,\n",
       "       0.6 , 0.65, 0.7 , 0.75, 0.8 , 0.85, 0.9 , 0.95])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quantiles = np.linspace(0.05, 0.95, 19)\n",
    "quantiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def daily_pattern(ts):\n",
    "    '''compute statistics for each hour of the day (min, max, mean and quantiles)\n",
    "    of the time series `ts`\n",
    "    \n",
    "    returns DataFrame with columns 'mean','min', 'qXX'..., 'max'\n",
    "    and rows being the hours of the day between 0. and 24.\n",
    "    '''\n",
    "    dstats = pd.DataFrame({\n",
    "        'q{:02.0f}'.format(q*100) : ts.groupby(by=hod).quantile(q)\n",
    "        for q in quantiles\n",
    "    })\n",
    "    dstats.insert(0, 'min',  ts.groupby(by=hod).min())\n",
    "    dstats.insert(0, 'mean', ts.groupby(by=hod).mean())\n",
    "    dstats['max'] = ts.groupby(by=hod).max()\n",
    "    return dstats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "prod_dstats = daily_pattern(d.GG)\n",
    "prod_dstats.to_csv('customer/12/daily_pattern_prod_2011-2012.csv')\n",
    "\n",
    "cons_dstats = daily_pattern(d.GC)\n",
    "cons_dstats.to_csv('customer/12/daily_pattern_cons_2011-2012.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_daily_pattern(dstats, title):\n",
    "    fig, ax = plt.subplots(1,1)\n",
    "    \n",
    "    q_names = [c for c in dstats.columns if c.startswith('q')]\n",
    "    \n",
    "    dstats[q_names[:9]].plot(ax=ax, color='tab:blue', lw=0.5)\n",
    "    dstats['q50'].plot(ax=ax, color='k')\n",
    "    dstats[q_names[11:]].plot(ax=ax, color='tab:red', lw=0.5)\n",
    "    dstats['min'].plot(ax=ax, color='tab:blue', label='min')\n",
    "    dstats['max'].plot(ax=ax, color='tab:red')\n",
    "    dstats['mean'].plot(ax=ax, color='k', lw=6, alpha=0.5)\n",
    "    plt.legend(ax.lines[-3:], ['min', 'max', 'mean']);\n",
    "    \n",
    "    ax.set(\n",
    "        xlabel='hour of the day',\n",
    "        ylabel='Power (kW)',\n",
    "        title=title)\n",
    "    fig.tight_layout()\n",
    "    return fig, ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plot_daily_pattern(cons_dstats,\n",
    "    title='Customer %d daily consumption pattern' % n_cust)\n",
    "fig.savefig('customer/12/daily_pattern_cons_2011-2012.png', dpi=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plot_daily_pattern(prod_dstats,\n",
    "   title='Customer %d daily production pattern' % n_cust)\n",
    "fig.savefig('customer/12/daily_pattern_prod_2011-2012.png', dpi=200)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The month before 2011-11-29\n",
    "\n",
    "i.e. before the week extract above\n",
    "\n",
    "#### Compute all quantiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "sl = slice('2011-10-29','2011-11-28')\n",
    "#sl = '2011-10'\n",
    "\n",
    "daily_pattern(cons[sl]).to_csv('customer/12/daily_pattern_cons_M-1-%s.csv' % sl.stop)\n",
    "daily_pattern(prod[sl]).to_csv('customer/12/daily_pattern_prod_M-1-%s.csv' % sl.stop)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plot_daily_pattern(daily_pattern(cons[sl]),\n",
    "    title='Customer %d consumption pattern \\nthe month before %s' % (n_cust, sl.stop))\n",
    "ax.set_ylim(ymax=3)\n",
    "fig.savefig('customer/12/daily_pattern_cons_M-1-%s.png' % sl.stop, dpi=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plot_daily_pattern(daily_pattern(prod[sl]),\n",
    "    title='Customer %d production pattern \\nthe month before %s' % (n_cust, sl.stop))\n",
    "fig.savefig('customer/12/daily_pattern_prod_M-1-%s.png' % sl.stop, dpi=200)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Spaghetti plots, to compare with quantiles\n",
    "\n",
    "code inspired from the analysis of daily patterns in [Pattern_daily_consumption.ipynb]( [Pattern_daily_consumption.ipynb#A-look-at-individual-customer])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def daily_spaghetti(df, title):\n",
    "    fig, (ax1, ax2) = plt.subplots(2, 1, sharex=True, figsize=(5.5,4.5))\n",
    "    hod_lin = np.arange(48)/2\n",
    "    \n",
    "    GC_day_m = df.GC.groupby(by=hod).mean()\n",
    "    GG_day_m = df.GG.groupby(by=hod).mean()\n",
    "    GC_day_traj = df.GC.values.reshape((-1, 48)).T\n",
    "    GG_day_traj = df.GG.values.reshape((-1, 48)).T\n",
    "    \n",
    "    ax1.plot(hod_lin, GC_day_traj, 'k', lw=0.5, alpha=0.15);\n",
    "    ax1.plot(hod_lin, GC_day_m, color='tab:blue', lw=3, alpha=0.7)\n",
    "    \n",
    "    ax2.plot(hod_lin, GG_day_traj, 'k', lw=0.5, alpha=0.15);\n",
    "    ax2.plot(hod_lin, GG_day_m, color='tab:orange', lw=3, alpha=0.7)\n",
    "    \n",
    "    ax1.legend(ax1.lines[-2:], ['each day', 'mean'], loc='upper left')\n",
    "    ax2.legend(ax2.lines[-2:], ['each day', 'mean'], loc='upper left')\n",
    "    \n",
    "    ax1.set(\n",
    "        title=title,\n",
    "        ylabel='Consumption (kW)'\n",
    "    )\n",
    "    ax2.set(\n",
    "        xlim=(0, 23.5),\n",
    "        xticks=range(0,24,3),\n",
    "        xlabel='hour of the day',\n",
    "        ylabel='PV production (kW)'\n",
    "    )\n",
    "    fig.tight_layout()\n",
    "    \n",
    "    return fig, (ax1, ax2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 396x324 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = daily_spaghetti(d[sl],\n",
    "   title='Customer %d the month before %s' % (n_cust, sl.stop))\n",
    "ax1.set_ylim(ymax=3);\n",
    "fig.savefig('customer/12/daily_traj_M-1-%s.png' % sl.stop, dpi=200)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Variation: plot data with solar panel upscaled to 4 kWp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "d4k = d.copy()\n",
    "d4k.GG *= 4/1.04"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 396x324 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = daily_spaghetti(d4k[sl],\n",
    "   title='')\n",
    "ax1.set_ylim(ymax=3);\n",
    "fig.savefig('customer/12/daily_traj_M-1-%s_PV4kWp.png' % sl.stop, dpi=200)\n",
    "fig.savefig('customer/12/daily_traj_M-1-%s_PV4kWp.pdf' % sl.stop, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Clustering of daily trajectories\n",
    "\n",
    "to be done."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Day ahead forecast\n",
    "\n",
    "model: autoregression on the previous half-hour, the previous day, with effect of the hour of the day.\n",
    "\n",
    "$$ y_k = f(y_{k-1}, y_{k-48}, h)  $$\n",
    "\n",
    "More precisely, linear autogression, with coefficient being dependant of the hod:\n",
    "\n",
    "$$ y_k = a_0(h) + a_1(h).y_{k-1} + a_2(h).y_{k-48} $$\n",
    "\n",
    "In addition, the series of coefficients $a_0(h)$, $a_1(h)$, $a_2(h)$,... may require some smoothing, that is a penalization of their variations. Either absolute variation around average time-indepent coefficients or variation along the day.\n",
    "\n",
    "→ pivoted data is saved for further processing in Julia: [Forecast.ipynb](Forecast.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data preparation: group by day (pivoting)\n",
    "\n",
    "pivot data: one day per row, one hour per column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Channel</th>\n",
       "      <th>GC</th>\n",
       "      <th>GG</th>\n",
       "      <th>date</th>\n",
       "      <th>hod</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-07-01 00:00:00</th>\n",
       "      <td>0.392</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011-07-01</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-01 00:30:00</th>\n",
       "      <td>0.578</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011-07-01</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-01 01:00:00</th>\n",
       "      <td>0.568</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011-07-01</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-01 01:30:00</th>\n",
       "      <td>0.482</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011-07-01</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-01 02:00:00</th>\n",
       "      <td>0.456</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011-07-01</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Channel                 GC   GG       date  hod\n",
       "2011-07-01 00:00:00  0.392  0.0 2011-07-01  0.0\n",
       "2011-07-01 00:30:00  0.578  0.0 2011-07-01  0.5\n",
       "2011-07-01 01:00:00  0.568  0.0 2011-07-01  1.0\n",
       "2011-07-01 01:30:00  0.482  0.0 2011-07-01  1.5\n",
       "2011-07-01 02:00:00  0.456  0.0 2011-07-01  2.0"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d1 = d.copy()\n",
    "d1['date'] = pd.DatetimeIndex(d1.index.date)\n",
    "d1['hod'] = hod(d1.index)\n",
    "d1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>hod</th>\n",
       "      <th>0.0</th>\n",
       "      <th>0.5</th>\n",
       "      <th>1.0</th>\n",
       "      <th>1.5</th>\n",
       "      <th>2.0</th>\n",
       "      <th>2.5</th>\n",
       "      <th>3.0</th>\n",
       "      <th>3.5</th>\n",
       "      <th>4.0</th>\n",
       "      <th>4.5</th>\n",
       "      <th>...</th>\n",
       "      <th>19.0</th>\n",
       "      <th>19.5</th>\n",
       "      <th>20.0</th>\n",
       "      <th>20.5</th>\n",
       "      <th>21.0</th>\n",
       "      <th>21.5</th>\n",
       "      <th>22.0</th>\n",
       "      <th>22.5</th>\n",
       "      <th>23.0</th>\n",
       "      <th>23.5</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-07-01</th>\n",
       "      <td>0.392</td>\n",
       "      <td>0.578</td>\n",
       "      <td>0.568</td>\n",
       "      <td>0.482</td>\n",
       "      <td>0.456</td>\n",
       "      <td>0.398</td>\n",
       "      <td>0.388</td>\n",
       "      <td>0.442</td>\n",
       "      <td>0.398</td>\n",
       "      <td>0.260</td>\n",
       "      <td>...</td>\n",
       "      <td>0.842</td>\n",
       "      <td>0.858</td>\n",
       "      <td>0.864</td>\n",
       "      <td>0.792</td>\n",
       "      <td>0.808</td>\n",
       "      <td>0.668</td>\n",
       "      <td>0.688</td>\n",
       "      <td>0.720</td>\n",
       "      <td>0.478</td>\n",
       "      <td>0.476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-02</th>\n",
       "      <td>0.504</td>\n",
       "      <td>0.454</td>\n",
       "      <td>0.394</td>\n",
       "      <td>0.302</td>\n",
       "      <td>0.390</td>\n",
       "      <td>0.366</td>\n",
       "      <td>0.198</td>\n",
       "      <td>0.270</td>\n",
       "      <td>0.270</td>\n",
       "      <td>0.274</td>\n",
       "      <td>...</td>\n",
       "      <td>0.766</td>\n",
       "      <td>0.786</td>\n",
       "      <td>0.762</td>\n",
       "      <td>0.772</td>\n",
       "      <td>0.776</td>\n",
       "      <td>0.584</td>\n",
       "      <td>0.368</td>\n",
       "      <td>0.452</td>\n",
       "      <td>0.474</td>\n",
       "      <td>0.540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-03</th>\n",
       "      <td>0.592</td>\n",
       "      <td>0.478</td>\n",
       "      <td>0.364</td>\n",
       "      <td>0.448</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.198</td>\n",
       "      <td>0.306</td>\n",
       "      <td>0.300</td>\n",
       "      <td>0.214</td>\n",
       "      <td>0.326</td>\n",
       "      <td>...</td>\n",
       "      <td>0.372</td>\n",
       "      <td>0.350</td>\n",
       "      <td>0.492</td>\n",
       "      <td>0.552</td>\n",
       "      <td>0.654</td>\n",
       "      <td>0.714</td>\n",
       "      <td>0.520</td>\n",
       "      <td>0.478</td>\n",
       "      <td>0.480</td>\n",
       "      <td>0.440</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 48 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "hod          0.0    0.5    1.0    1.5    2.0    2.5    3.0    3.5    4.0   \\\n",
       "date                                                                        \n",
       "2011-07-01  0.392  0.578  0.568  0.482  0.456  0.398  0.388  0.442  0.398   \n",
       "2011-07-02  0.504  0.454  0.394  0.302  0.390  0.366  0.198  0.270  0.270   \n",
       "2011-07-03  0.592  0.478  0.364  0.448  0.400  0.198  0.306  0.300  0.214   \n",
       "\n",
       "hod          4.5   ...     19.0   19.5   20.0   20.5   21.0   21.5   22.0  \\\n",
       "date               ...                                                      \n",
       "2011-07-01  0.260  ...    0.842  0.858  0.864  0.792  0.808  0.668  0.688   \n",
       "2011-07-02  0.274  ...    0.766  0.786  0.762  0.772  0.776  0.584  0.368   \n",
       "2011-07-03  0.326  ...    0.372  0.350  0.492  0.552  0.654  0.714  0.520   \n",
       "\n",
       "hod          22.5   23.0   23.5  \n",
       "date                             \n",
       "2011-07-01  0.720  0.478  0.476  \n",
       "2011-07-02  0.452  0.474  0.540  \n",
       "2011-07-03  0.478  0.480  0.440  \n",
       "\n",
       "[3 rows x 48 columns]"
      ]
     },
     "execution_count": 247,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prod_dpivot = d1.pivot('date', 'hod', 'GG')\n",
    "cons_dpivot = d1.pivot('date', 'hod', 'GC')\n",
    "cons_dpivot.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "data": {
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BtUSplTjw2NRfNbRMLudu/glx7lJKfPueFcHt+YiG24rNg5g3rUePBOk+5NEy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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0da1d45e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prod_dpivot[12.0].plot(label='prod @ 12:00')\n",
    "prod_dpivot[18.0].plot(label='prod @ 18:00')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Save as CSV for further use"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "prod_dpivot.to_csv('customer/12/daily_pivot_prod_2011-2012.csv')\n",
    "\n",
    "cons_dpivot.to_csv('customer/12/daily_pivot_cons_2011-2012.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PV Production heatmap\n",
    "\n",
    "Notice the effect of **daylight saving** between days ~92 (Oct 1st) and ~274 (March 31st).\n",
    "\n",
    "→ this is a *problem for forecasting*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Timestamp('2011-10-01 00:00:00'), Timestamp('2012-03-31 00:00:00'))"
      ]
     },
     "execution_count": 219,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prod_dpivot.index[92], prod_dpivot.index[274]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BT4K3qWUk/B6+ev4T5GyTzmSYoBlk36CPp7sTrClvJOB32ylzOQu/b5isbTEw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\nYQCrs5ndjdVU9r/Aezf+gSt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Zr95Gd9rBb8bYY+zkY7Gz8Sk3qGRu1UG3A45Sd2SX1NmX\nYVVtwkgP8P3u23mpx2BvX4xZgSR1YUH5A/RkbPrTB9gYrObSlU8z1BtBnbWE5w+V4BQv5oMX3k3I\nstl9oIbGoQA7jBdp+qybvh1JkLQdHrt5C97ml3FicQAcXwQj7Y7e8h9//HPElyWZdTt0OJhJgt+L\nccgdFcfo3I7VtJcCs5SGioNEwgMor49dXy3F03UQue4RqoIe1Iut2MkAIdMNkIrVNfPuf/gYmZx7\n4bIr6/jVnjksVgvxGkH2DqrRc+X/wCySuRxXhM/hZ7deTPSMg8wLbcHIpDizfgepsy/D8bplGDpn\nAOuuh4kve9XNX383yutDhoewIwkKvRZz/2Q3JQGbKlnojgiGh/Jcxeh5Nbe/yIaP/ZY5kX72fNMd\nfUllDX7X5Z7Lps4Eh77hQMRHWHwof5C996+hLuQn1+olaBS62/iDXPmXN7of5kNdrCwy+Oym+8Dn\np7qwi4XvfYTSzdvxlXVjFqfxVAzS31RCLNbL8kL3cxOra8YfGMYzO4mdDLB+1iBL451kVZru4T3E\nLC+rz3ia4poWAuI+OQxbinfU7Rkt56D3/2fvvePjOO67//dsvYbDHQ4EwAJSADtFUVSn1WW5yLEc\ny4l7nMR2XOPYTnEeJ7/kcfwk8S/N3Y8T27FlO+6Oi2RZohpldZKiWAQ2ECQBgujlcL1sneePPR4p\nRRJBmXKYZN+v17xwO7s7O3c7O4Od72e+X5v+gmSkGuWSZYOYiSp/+uafoLdU+Ny2y4h1zNHTQrOv\nguBzsj3H6o37aenMEk8ViUbqRKJ1YskyPSsHKZOnp+cYZqxGLFnGlzbJ9hwf60mRbM8RS5bpFmsp\n1qOsXTDJ1cYtGForijAwtFZuMl/Ddev7aFW7aGkpY7sFhBIlZliUXI+LM7PcV5gBIJ3Ok07nSbSU\n6e6c5HvDCuv0Bc28SLROnikq+SSpVB7b1Tjunoya9GJwji4ZGiQI/beykVYIIdrPpID5vOk+KYRI\nAf8K7ATKwNYzrGhISEhISMj8kALPPyNHT78SpJTvBWi8gG4imGL+gBBiAbBPSvm7pytjPkKq3298\n/FIjyG9SStn3wqsdEhISEhLy3EjOed/LFlAFao3PSwBjPic+5/SyEOLiZyagDdAan0NCQkJCQl4U\nzub0shDiJiHEISHEESHEnz3L/uuFEAUhxJ5G+thzlPMZIcR2YBL4P0AL8CVgtZTygvnU5flsup9q\npC8C24GvEEwxb2/k/cqQUvL5B67HTFT5TvFuPFtnw/IjxFIlVM3DiNdQNY9YukgsVcLxa+gtFfqH\nehmpOmiYaIbDm9qW8MEFF+NLG+nXmKy5xFWVqmXy1f6FKIaDkS5hpEtU8y0Y8RojFZWFK4ZRTRtF\ndwH4p1UxXrv6IJdd9BT1yTZaYhXiGmxacYjX9ByjNpnhbV94Iy4WSkuwbCu7ZyUd3RMYqsdPp4o4\ns0lEBBTD5eXGZdx03jBT+Ta0eA19cZlLVx3isT0beeUrtyBMB6OthFuKQovJ3/cHK7fuHe6h/+dX\nIxcvgmQczCBfaZNB2W0ysF8uyEAyjlhgkp3oQBEG937pdSi6iyct6vdaeB2LeNmqgzw8peEbUR7b\nsxGScS7JVFly81NoV7Xy6Xd/H7d9Mb97yx14QxCJ1gGo3vKe5r1S7FrT/gegrtaRdZAtrRzyt7M+\nVcKRHjMPrOLRaYOvPXwtMpJkwZuyaKVpLF9yx++txTdbWP9H+0gZwTrziFlHMRyEXSd9xSAX3vQI\nAHPOEEl9EdaTwaSNsrqNjoiCocSouFl25S2m/SHUkUEe61+H274Y1bQZqfiMvXsQXY3jtq/mJvM1\nfPzqp8jbOqOVFnoSNsrMJI/7j+H7JdpMiVU3cV0NZVsfFVel+J47ia+foOJqXH5rmem6ynJ/LR/6\nxfkIu45ilbggBRddvgulmMdLpOm8al/Tnguw4xdXYU20sT7to1gleiMJ7As34fSBUhrHb1lE5V6d\ni8RKNh9ezbYjq6mffx1r3/IYla8VcCtR5iwf/8ZLUQyHNlNh2h/i7772Vib9EtcumkTtAXV6jDlL\nMKAMEhVJehMCxa4h6lXU6XE2ZVRGqy5xzaW4bSmfWWMCsOQdo8hEIOGIPHEf/oIulDaJtHTEsTGU\nYh5RCmx7WmmaNa0eWHV6E2UyMkmLHgRZsDjpL2DmgVXMPLKao6UkvX82i5LP4hVjDBJMoF1x7eOo\nhgOGjiM9lHwWx9W4or0KQIIUEOgG/OXLueWWVyFLki/MPkL6ikGw6lz8v/aALiASvHwcuW0Tfklh\nwTWHAPjZmALJOFP7VrDoyuC6WrxGXy7O9R99AF2YaGqU3fIwsRUTKIbDRWIlAD8vjnD+ax/kDb3j\n7N5yFZlkAVMRvH3TVr751IVE0kWi5wcajL2FOorhEtd89JYKRrzG4p4RksvHMNsKaPFa0O/Ea3yj\n70L7ATYAACAASURBVHziqSJmrI6qeXT5we8eSxeJpYsowmDzo1dx842B2wTNcJgSw2ydyfD5vhW8\nZVnQ13hegYia4t2rZjATVZJ+GjNWoz26FunXqNomDzh3EjNsXt66AAAzUUU1HFTDIdmeY1yZ5oAz\n08w3YzWiItnUzQD8/A17nr/j/iU5W4NuIyDBFwlW3qwD3iKEWPcshz4ipdzYSH/9HMUNAb8PtEsp\nb5RS/qWUcrOUMj/f7/Wcg66U8gYp5Q3ABHCxlPJSKeUlwEXA2HwvEBISEhISckbIYJ3ufNI8uBw4\nIqUclFLawPeB176gakn5eSnlTuCvTs0XQqhCiO/Mp4z5qJdXSyn3nnLRfcDaM6ppSEhISEjIPAlC\n+837TbddCPHkKek9zyhuMTByyvZoI++ZXCmE6BNCbBZCnH+aKnYLIf4cQAhhAj8BDs/nu81Hvdwn\nhPgqJ9fm/hYQCqlCQkJCQl40PH/ebiBnz4JL4l3AUillWQjxa8BtBEuCnot3At9pDLw3AHdJKT87\nnwvN51u9A9gPfLiRDjTyQkJCQkJCXhTOopBqjKf7lljCM0ykUsqilLLc+HwXoD/b+ttTRMUXAZ8D\n3kTwhvvwfAXG84mnW5dSfkZK+bpG+oyUsj6fws8mf3rz3QDse00KM1El0zMKgGraTzvuxLaiuzw8\n3sW1HQoZ2YWqefzJb9xBqiGGgiDazTtWzLF9YjGH7XxTKOXbGi2dWRTD4fN//HVmhxehxWsAxAyL\nHx5rZ9fIeUyOLCK6bIp0Os9rl06R7pplKJdh86NXMeUGoo/izmX8TnolC645xO9/7yZsT2Wp1orv\naNBiomXKVFyfw9kFvOTGh5k8sBxaTDI9o3z9aAvlqQxKm+T733pDUOmWFrLKHL3qxbzt0h2sfuXj\nyEgUzAjSMBm+7eJAWNViQjKO3lJBGmbz3BsfVNDUKN3tM0weWE5SX0T0/CxeIs3obAfXdroYT21j\naTqLv6CL0UqEv/7f7+b4F7uQ77oa4+BO6rkk7h9+nL/csgmAwbcMoBTnUKwSwq6jzY4h6jWwgmbi\nl4Pr15xp7hhpodMwafugydUdNt2xGqJeRA7O4htRLslIbvn4nWil6UCQ05rniS9ez87hXpxSHICZ\nR1ajrj4ZPWu5v5aZgfOCawKmCrZfxXLzXNNu0Kp2cev/9xu88b3fRS3niLxtAXk3aCfVyftRSuMc\ndwvMFVtZHKvxmsu3U/UU3OXrgohV0fVM1wWL//3tJNtzeNdeTsVVaO2exBpK8e2xCpVPjfDuC/cx\nro6hC8HOP16IYtfYOedz2303Ig0T32yheiTIV8s5lOIcK5YN883bXoOh+Ch2jZcvLKPf/xDZ/vNQ\nrBJKaZzYzQq27zNV0xirRhH1IvYV12K2FbjtvhsxFYHb0oFv68xZPpeJKxkoCkaVIyxpn8bp15GR\nKKYKv5NeSU0Wg2hGdz2FUsxz8PNruC07y6RfYqgctJnV3cfRRgeDNvWGxwIHJnedh1LM4y9fjnJp\n0B9Zj7lgRgJBlV3nT97+PbAdFrXmOaDsRVM8EsIkq07z1Ec6EPUqb/33l/CtR6/m4amTE235wSCS\nVeGbPorucujwCsiWsQieSc/T2JmNUTy6GEvUUKfHUYp59vzleRxhnNL+ZVypXMWn/+73kGNl/ENz\nQf36oiiLdOaKrSjnBVHBltz8FDvk42AGTm/+9jPvCtrCdBsb0hWwHWadISJqik/2dvA3//getHid\nKbeKrkT5xPIWRASqtsHdx5bR1T1OR1Tw3js28Td/9WW0eB1/LhgMLk4Fbb8jYqHoLorh0HL+cODU\nxnDRWmrN/LTpo2oeqmnTv38NGZHAjAUCQsVwSBgL+e5QDK0hHDXiNdb5FzBSEZgq3D4SiMZUtZW1\nXNL8bf92tdJ8TiQudxxbwk3ma3hgdDFlV6CpUaxyDM1wmiIuU0YYkQeDz7E6muHgSAurGogkV688\n8h/66LOJlGd10N0BrBRC9AghDODNwM9OPUAI0dVw74gQ4nKCsTH7LGV96pT090COQJz1KeCT86nM\nvOLphoSEhISE/OqYt0jqtEgpXSHEHwD3ACpwq5RyvxDifY39XyJwd/x+IYRLsPb2zVJK+Sxl3fDL\n1iccdENCQkJCzjnOpovHxpTxXc/I+9Ipn5vRg54PIcTbgO8824Dc2L8cWCilfPS5ynjOQVcI8S0p\n5W8LIT4spfzc6SoTEhISEhJytjgXAx4AGWCPEGIngVvkGYKQtyuA64BZ4D843ziV57PpXtKIF/hO\nIURaCNF2ajo79Z8fuqJQnA2cs3/60U2omkd2aAkAntWwYzRsuZ5l4EkLt3LSQcNL4kEQgh/c83K+\nMlZAEcE5r1/qMFmL8arVB7j7t3YAgT0XoJpL4ts6binKP2+/NLDBAp2ZWf7lXT/i9bf8nK3DvUhL\n5649F/PF/gyeqzJUjvPG936XrBLYlKJdWb4w+wiVfQtpNQSvOr8PUxEc61sDdRu/bHJtp8vRUqxZ\nX2/5ag4+sZHlLRqzU8Hi9c1jcfT2IpRKfGaNyaC3i871R5rON06w9MadPPaxjc3t6CUNRwxmBKw6\nVT+H69Xo+ZcU6a5ZoiKJe9FlKHaNqm2gCwkliwtvegRRrzFWU3j/DQ+RzaUxj+7G6+7FiNd46hUP\nMlavk5AxnhhdiqgHdkovkUYpnrJOPFumPtmGsC1+Pf425hyXkuuhbOtjTVuWCxeNYoz1s//26zn+\nEYu7pmrUNv06SnEO/1iVa265h12Tixgqx0m+poKoV/n8A9czc9tihF2nTe9hqRHn3n0bENlZKJUY\nqfgYSozF0YvIOwqOtLA9FblxBUo+C/cfIqUZjM52EH34xxhj/bwik6IlVqEzXgZg64yKOj3GPS9p\n4bM9l1BxJNUPfpLk9ZNou3cwXReYC4N7vDaS5gv3vIzln1X59cRqvviqJ/ngkynUh5/gZQt95mwD\n+se4+5Y437rrJrTRQZR8FqWYp+vGfUzXdR6aEmgHn+JoKYbobafrtyfRZseCoAa2RVdUY7As+dzU\nQfTscbTNj2Be6jJnGxy28+g/uA/znd1ckpHoQvDShTUu5SI+88RGHtv8UsSeIyyJOWzLegDMOS4f\n+vQ7oFSiVI1jicD+nrMUotfDsncPg1VHHBvj/qOr8D63kzueuAJmsigzk+R/YHLXP7+eh+65AWay\nMD4L9x/iyNaNULdZufowKTqDJiDLrPJ7ufjD21BmJlkcibA+PUfF86j9qIIYGwfAUBTuevxKADLJ\nArIO4+oYolQgX4mzptUmsWQaR1pQKkGpxJ6pRWT8NqxqhLSh8Yd/8PWmYxiA3OASig920dNzDIDh\nOy+BZJwOpQesOsnrJzFUSXHbUu7dtom+XBxvKGi6l4krmbNNNqQL3PmTV/PHKwMHH5vW7Q+etcws\nG9IFduy+kCUxhxZNpbhzWfAMF4Pn+YNXbUdNVvnysNV8JKYeW8/UY+vxbS1weNOgI3LyGE0J7pNV\njTT6pUDDkDY03Eq02d994tIJ/vLKPc19tltAU6Nsfs8W/vcBA1XzeMklu9AaTmY0NcObVh3l3atm\neM9Vj7O8Jcg3E4EGxXNV7nj4GrpIYygxPFfFc1XcxvU1zWV8oosXGykD9fJ80q+SxgvoxcD3gAXA\njY3tMeC3pZS/KaV83qVDzze9/CVgC9BLMKKf+m+HbOSHhISEhIScZc6eTfdsI6X0gPsa6Yx5Po9U\nn5dSriUwOvdKKXtOSacdcIUQtwohpoUQ+07J+ychRH9jAfJPG9GLQkJCQkJCmkgaDjLmkf6rMZ8l\nQ+8XQlwohPiDRtowz7K/Adz0jLz7gPVSyg3AAPDnZ1TbkJCQkJD/EZyj8XR/aU476AohPgR8B+ho\npO8IIT54uvOklA8Dc8/Iu1dKeWKh7DaCRcohISEhISFP4yz6Xj6rCCEUIcQbX+j587FCvwu4Qkr5\nMSnlxwgC9777hV7wFN4JbH6unUKI95zwpakpZTTNxSrHGKn4WNUIj/Wvw6pG8FyVai5JNZfErkTx\n3CDwsV2JcudsgYszs5hqIEh4zeXbsUQdzwuiouRtnaFylJ8dPB8jXsOtRPEdDd/ROHR4BZ5l4Fai\nlF2BU4rjVqL8bN+FHOtbw5bNL+PhqRhuKco3hn3+aP00rq0T1zy+/sXf4fc6F6Jh4lYidIu1xFZM\n0GZKku05tnkDAMiSZODBy9iZNbhzNqjTkiv2oWzr4+L3P8JIxSedzoMjKbleIM6o28QMm7iWQb+s\nEVVoZjIQvdgWYnGCFcuGoW6D7SBnLITdEJ6YEQwlEHiIrz7K9MhCMl4H//Kb6xF2nfsn2nGk4NFb\nX83EzrXUNr6awUqd2akFPDHeTfXnPqOf0ClNZbjsjfc0HRe8Yn0fIjuLqFcxBvdDqRREnsmWsYZS\n2JUojM/yV1cM0B3TOcI4X/78O1jSPk2+EkfpP8K/PLWG7gv7sXCIbvsZSjGP0iY5uOUltOgOIxUV\nSiW+8s5rqLiCzMbDqCODZGQg6njJskEoWUzeFnhuKzqBOOfHpT5W+at42aqDgQOH7Cz1yTZ+q6dA\nzLDwhkAZG2Fb1mLrcC+DhRTfevRqjrsF5N4JvrV/NW9513cpuR7F2TSPfu5l1K99NXsqOaafWIfv\naNxn72Bb1kPb/AjTNYnnqrxjSYz9t1/PzqzBUNlgxw9fSXu8zLZZM/h9srMwk+XIbZuYqiu0aCqU\nLMZqSnCvZrIoYyOo0+MwkyWlS+KaQoIU6sggSouPd8ihzbAZpI/f+8d3YN06wlBZ5ZI2he2zMQwl\neLz75zKU9i9DVyST5EjRSVaW6Yz4yJlAvJNnirJSouwKfvDRV5D7aRKygahs+4xO7GaF337zT/Dn\nBP6xKrGOOTTF42W/dTvehIE3a+JbOrcfWsvMA6tQNY/jzm62TS8gq06TlWW8Qw5yrMyaVo/V3cfp\nietEuuao7O7ik/ddz4PuI1zREzhd8DwNeyKFIy2G/201w4U0ji/4yY9+HQB/3MEfd4g3It60rT3G\nG8+bpTbcyfCdl+AciyNLkq88diXfvP/GoFPJlulYOQzZMgm/BYoVbv34m/jon/wr0yML2bTiEG/f\nsB97roUNytVkZZlXrO/jpVduY/XCMfpyrTh+jQUXHsYvKUTMOq985RYOFdL89tWP8vpleR7dfhlu\nJYJva/iWzmP965CWTlkpBX2LrVMuJXjj7RsZeWpNs7/xbZ19+UC4ZFeiGLrLBa0anq03RVSGEqMz\nIvEsA7sSpZpL8uMj59HRPYEm4NrOKiui12O7BexKlE9tLGNVI7i2jlWOMa4GTpg++sQS/ulAK66r\nUXZUImoKqxxrHndx9zEc6aFhnsyvRsnILlxX43guw469F+DZJx3UnH3OyPfyrxQppQ/8rxd6/nzW\n6QrAO2Xbg19uIl0I8ReAS/AG/axIKb9CEE6QFbHMs66JCgkJCQn578cJ9fI5zP1CiI8APwAqJzKl\nlHPPfUrAfAbdrwPbhRA/bWzfAnzthdQSQAjxduBm4MbnWmAcEhISEvI/G//cFkm9qfH3A6fkzWtV\nz2kHXSnlp4UQDwJXN7LeIaXcfaY1BBBC3ETwWn6dlLL6QsoICQkJCfnvjeScdY4BgJSy54WeOy83\nkFLKXQShj+aNEOJ7wPUEsQ5HCYL+/jlgAvc1fEtvk1K+70zKDQkJCQn57865u04XQAgRA/6YIBzg\ne4QQKwliz//8dOe+aJPmUsq3SCkXSil1KeUSKeXXpJQrpJTdUsqNjTSvAbfiapRLCay6yYfXj2FV\no1y3vo9qMUEln8SqRrGqUSr5JJV8EterUcknKSsl2hOBR6ZqMYFVjVImj6q2EjOX0ZfTWZOskDIc\ntHiNai5JeSpDeSrDP/UtpDibZnZ4EQlNYlUjVHNJts8E4oHrrn2MnO1izbWyNp5gsJDCs3X6CwbT\ndZPRqo4uTB554Bre1pXGnkgxUhHs37+WVX4vuubil03S6TydEcntr91PdbqNuYPn8Q+feje1nS2Y\niqDrxn3ktvdiKArl0Q5wJH+yJxH8MDONIBjFSiB6GZ+ltjVCLFUKBC/jDmMPbQyOq9swPouGiecV\nyA0uofvCwBPTJyf6UfJZehI2bYZNKl6h7+gKYnf+KynN4P/uWs/li0bwLIMf921kfKILEYHPXj4J\nwAc2X4o/7uBtmQyiBY07+MeqeLNBhJUduy/EmzX5Qf9qKo4kzxSPThv8aP8FjJVaQRcMVRz09iIZ\nkeC2j78axmfxJgxWXh542xmqOFS2tvGyVQdJ6T7S0iFb5rJYB1O2xTf6zsebNUn3jhLXFDqNNYzV\nduMSCIVueigQc/njDtVckqs27iFmWhzc8hKKD3axzbuHVekst48YpAyHty2OM/3EOtJm4PHLaVhC\nqrZB5OE76VJa+MpjV5IdWoLtVxkWE0Dg6WnJFft43198g3sHl5OzXX592Thrzu9n32wHcQ28oUaa\nMFi4YpjuuEdHVODNmqxOBgKhybvPxxsC/9Ac3oRB2RW8anGRaX8I75DDkduCCE9ztkHdy7PDPk5s\nxQRb6oe4f7ZKxZHYvs8FqeD7q6ZNd6yCLnVMGSFJFEOV1I+3EzMtbL/KtD+EK+G9hx/n8KGV7Pr2\ny7CGUtxjP8zfvPPV/OKOl1Me6KY23IlbibIv18b3vvpW6pNt1Cfb8G2N6brKJ++7vulBLm0GQqey\nUmLmqZVUjywEYNHGQ+wtB97KAFa31ijbE2QWTgcel1SX6nSw7/9/9DL6ckGEqZxlUnDHm/W4Y6SF\n3kiCiZ1reXK2jdJUBlXzyA8uxi+b3HTeMG+49AkSnVne9pH38ov7r8cvKYwqR5Alye/+7g84vuUS\n6laEjpXDtHfOMHZgBW9YbPCKTIpSKYHZViAWrZE2XXQliluK4hVjDE4G32Vf3sCqRjFUj6uv2NEU\nXdYmM7ToNvZcC6aMUG+IPRMt5Wbf5pTilKcyVHNJ3n3hvqA/K8dob5/FaQw6J4SiFTfLg/k81XwL\nlXwSz9bZmq80f2vbC0SkijCo5JPMVoI+r1oM+s6aLAbP68oaRWqUSgkqrqBsT1AuJShk01h1k5aW\nMkVqZGQXVt2kkE1Tr0WYEsN8YPOlLE1nWbVoFKtuzqf7fsGcq0KqBl8HbODKxvYY8LfzOfGctlSH\nhISEhPzPQwL+PNN/EsullP8IOAANc+m8/gN43kFXCKEKIX7xy9cvJCQkJCRknpyjvpdPwRZCRIOa\nNqMLWc9/SsDz2nSllJ4QwhdCtEopC798PUNCQkJCQk7POe7i8ePA3UC3EOI7wFXA2+dz4nyEVGVg\nrxDiPp6+HulDZ1zNF0iraTFXbEVTPGKGxfRMO4buPufxvrTJ5wO3zq6vsrdQJ5tLY+guH1nYy0cG\n9xDXMvQmgsmJV6zvY+SpNQDoehB14y8uHqFeixCJ1im7gkI2sJu8b90ofWNLae+cwWhEP0rpkryt\noxoOroRNnVOs6D7OY3euBmx2ZTVmBs6jOy5ZsWwYvW8hkWid+mQbfYdX8pGXP4gZq1OcTTM9084P\np7O8bWgJB5wZijuXEUkX6U0IrHIMb9YkSRCZxDkWR01W8YoxFDOo99Hd63lqfAm3mFsw0iXSi6fw\n5wReMYaarLLM72VS2cPxscXctedi5izB+xecjxjbyh98+FZe/dHf48JF0J4oMXn3+bx+WZkfDSf4\nu129vGQkiKCSTJQp7lzGirWHMZ9YwpKYRm24k6H9q1n3aw9TG+5EMRycUhzPVZmpxSkeXUx/QXLc\nLbCEFRxwZljlteP6CtZAK2uSOtNPrCOuqvxoOMWrhlJYc614rsrVqw7y5aG1KIbDwPgSBssKleEu\n9LmgOQ6pw2xSV1GfbMOzDDakHXqdlXxZFqm4WXRVZdYZwhoK2kQhm0bXHfKVOKl4hcSqEX58wWtx\nfY8WTaXiBo+FajgMlVVqw53skI9z777L2D4bo/t7V5Hz69w565DYdQkx5SAZP7A/OtLDLUURpsPm\nCY+UZjBYSMHuC9mdM1mfsqkMBw49TkSQsT3BqhaL4tHF9OV0CgfOY3yiCzNRxWhoDZa3OGweS/Ln\nC6/Enpvhzx/ewGeidSquiipMEn4L9ePtFLxJMgRRtY4wTtVbSMpw8CyDOdsELIpKDt3TGSpHKIx0\nkUrl6WUDJjqv7Z4lPnET2ydsbjhvMHj+1C6m6gqjlZam/TDZniOm+oxUo8wOL8JxdCbnMqR0n21Z\nL4hM49X42ZhPTSmSlGnGJ7rocDUuzszyre//BsPKESaOBG3q2uUD+AM2dz1+JVN1k5ThcLmnUfWn\n6El47MsppE0FXZFYbp7pkeB51RTBnfWHeOPR81ndWmZ8ootMOsfIcDexdJGvHezhN6sxYsPBdfpy\naW6cTWL71UBn8dQa9o0s49JVh9j+8JUsaZ9G1x36C0EkskMTi1k8N8KH7ruIt/ZUcfwa1ek2VM0j\nZtiUpzKk9MAhyvFyC9V8y9P6oidn27hsKkNWTAZ22Ibznqwyx8D4EnTdQdU86rUIuuaSz6eImHV0\n3eFoySWXS6E3HIC0agplSpRLCRxXw/M0yqLKkwOrSWiSLZM6V0eXctzZzZMDq1nUmiefT2E3IqRF\nhYcvbSZrMcrKFFP5NgbLEs8rUCwnMHSXYjnQi5jolEWJUrkF29Go2iZRUcXxJfcOB8Ldl3Yff84+\n+JdFnmUhVWPlzOcIgth/VUr5989x3GXAVoIg9j96zvpJeW8jvN8mgmnlD0spZ+dTl/kMuj9ppJCQ\nkJCQkF8J/lny4iCEUIEvAi8HRoEdQoifSSkPPMtx/wDcO48yvw08BDwipew/k/rMZ53uN8+kwJCQ\nkJCQkF+Wszi9fDlwREo5CCCE+D7wWuDAM477IPBj4LJ5lPk14BrgCw177m7g4Ua83efltIOuEGKI\nhrH4VOYT3i8kJCQkJORMkXAm08vtQognT9n+SsON8AkWAyOnbI8CV5xagBBiMfA64AbmMehKKX8h\nhHi4cewNwPuA8wmmsJ+X+UwvX3rK5wjwBqBtHueFhISEhIScORK8+Q+6s1LKS09/2PPyWeCjUkq/\n4bjpeRFCbAHiBPbfR4DLpJTT87nQfKaXs8+sXMOA/LH5XOBsUHV0ZsstzcXfMd3G9YPPmhLEYjA0\nD7shUpB+jfFcmutjnfz4iOSCVsFkMYXtqXx7rEJ7dC0pOhkoCjZ1VPj0o5v4jZ4RXF8lZljYrsa+\n2Q7Ghs7jdcuP4koYne1AUzxcX+Wbg1HO71pI3rWZnmnnuq4s//dQK9cPd3NFe7Up9nKEw0wtzgFn\nhnv3beBNaw7xZ/dcjaH4eK7K7PAiXF/lx1uv5Lrew9TqEd7/RIbL4mlgkC7S9D21nq62LG/fsJ9y\nKUFsuKsZ3ac82oGqBd/fc1WMeA2AHw5HuG6sk3glSnaig8WGE0QqybVgoqEIA03xWL9gis1jy+iM\nCIrblrJtx8U87m3hF8deylDZ4M3AWDXKB9ZN8sUDXXRGLNYumAzEFiML+dH+C8iKLN1xndnhRcyW\nkpQHuslNtp+8d7UoKzMzZCcCcY+JzrdeeZCPbLmEiisoOTq5wSUsiTnkcimOerPc9eoBcoNLcF2N\nei3Cj/ZfwFFlF+WpDJricW1nlf79a1i6eIzVSYe7axYPZSu8d6wTz1VJGQ5bZ1SKzjiuV8NRPNr1\nHgZ3OsSiNRItZfoOr+T24528eskssz+4me8OdvK3N26jtC+o51DZ4Mdbr2TO8pk4soy6N8x03cTy\noL1zhrLoICOTANwc28AFKYsnf/py9rCdpx65gk/s6kYXkj/dOMwndnXzR62Q0iVvvvIxpkcW4jTE\nWp6nMVZTqLgGkyOLGKyXGTrcy/FchuhIvXnM56YOoguTN7ZmONa3ht3yMH1HV7B1RuJJiz9ervKL\n+6+nF5WN8UDstMJdRF9OY02rwvEjPeRtnUF20EoXo8oRPrWyiyMNgVFGJIirKkdLBqtaGpGHKnFm\nBs4j43XQGQlEh0dGlgbP3dhipus6y1uqHBpZ2nz+BoqCC1o19g/3oKnjpDSDip1lRKkyW15DsR5j\nV7adnVnBdP0Ag5M3NM9NmgXSZvCd52yDR4d7cPxjxDWPjqjKzqzAVALnNAPjQVTQzoiEOnx5IEWL\npvJ6xeOJ8W4AFi2cZLBSJ2bY3DOyhL/YtJ/bD62lONpJq9pFcTT4TldtDBywjJWSLGmfRtU87qkd\nYqy2myfLr+Si3nZG5BwrM0W8AYt7t93AphWHmK0k6Mqm6Yy6OI7O3rzJy0qJpihJVV1u7h1kdmoB\nGdlBPj/XFDXlmaIrmSabSzefFddXsV2NYradrmSetKGRLbY292ekyZQYZnKuq5k3JYa5beQyOiOS\nKbdK3tVwvRr9xSRbZ1LcuGi62Vcm/eD7fn20yitblzJWKpN3bYQS5Xgug6EGfUnOipBV5pj2hzie\nPR8IHG+YUvK7vTU+fdSjS2lhQ/rporGzyVl2AzkGdJ+yvaSRdyqXAt9vDLjtwK8JIVwp5W3PUWYf\ncAmwHigAeSHEVill7XSVmc/08sWnbCqNys3LfWRISEhISMiZc1bVyzuAlUKIHoLB9s3AW0894FRf\nykKIbwA/f54BFynlHzWObSFYKvR1oIvAzfHzMp/B81OnfHaBY8ALDuAbEhISEhJyOs5WCDoppSuE\n+APgHoIlQ7dKKfcLId7X2P+lMy2zUd41BG+7x4BbCaaZT8t8ppdvONMKhYSEhISEvFDOUEh1+vKk\nvAu46xl5zzrYSinfPo8iI8CngZ1Syud2GvEszGd6uZUgQtC1jayHgL/+VXqoKjiCo6UkupANJ+Bx\ndHHy/yBHiqdtS1wGiykqLlzbWeK7QzGgHcuDSaWPojNO1AjscTO1ONM1yUAug6kENg9N8emKVtk8\nrrI+28GeSo5rS8nmvkly7J9cRFYUOZ7LMFmLEVdVJospHpiI8sDEebx+WZ4NZprHZ8ASc0CCSMBl\nCgAAIABJREFUb+1fjalCnzXL0MTihrMPm4GSydLpwE6TVafRRJp8PkWHGdiviuUET4x3c3HXOPUj\nEY4qB7H9atNOqusOjqOj6w7Hs4E9dXyqE6Y6ufvYMt4ZrTcdfQwoA/jS5onxbhwpmHKr2HMRvrvl\npaTNwJaXszQsD+4+toy06QbOHRo8OLKM3kQZo5hiX06hqOSwvXYOjSxly3gHn+hr40/XFZp2utFK\nC3HNJV+N8aD7CFcqVzEy1cWNXQ4/HpXsykNvciUAmw+vZkQ+zvGxpc3rzZZb6I7VsP0qI8PdfPZg\nG7oQdEVbYGwxuhLc97XxRNPeGNdcdsvDuF5gXhlQBpizh3ho8CbWt08373vFhePlFrqiVTakHUql\nBIai0BGp8u9jNu9cP8pAaQ2jsx3AMDlLId54YkbkQbrElRwt6Vy5oMzmsThpM0Pd6+OBkavZw34+\nsmhN8BsaCtumOnnNeaP8yy+u49L2IM617alsnUlheWBEAkcMw8ogx3Pd9OVO2vIAqn4fdS/PD4+9\nlk3lFjJelYcmUyxvETwwB7uyLaxurZFVR5izWjngj2LKCBviC8hZCk+MLiVna9S9PAAxJc23Dgca\nBNtTKUuLCxJxHF/gILhtwuKtdPDEVBfvXeZQcV0qrsbebDu6kPzd+CH+qjvD4zMJ1rQaOL6gN1HG\n8iU9CYejpSS2W8CMClq1RVT9HP92pIMrFjhM11W64+CWsuzLtWH7Cobis5Er6MsFbX6kolJxwZMW\nFVclrgWOVTIigaZG6culMRSfXXmLy8SVXNcp+fbkDF8/2oYjJWuSOuMTXXxgZY19sx3oQvLvB9bx\nhnUHGBnuZtY5wtT4ediOxr6RZSxNZ4lrDsVygrliK44sYWopXteZZGhiMcvVdg7OxHC9J0mbNYYm\nFjNSjRObXEjO1hpthGYQBAhstFtnMlzTGbS5I9OdAFi+SlR4/Hywlw3pQjMvOEeh5OhM1mIcrOcY\nLqTRGv3SBjPJ9wp3M1xY2zhHASYxVcg7gk4txm55GID+gsolGZvBYqrZR0Jw7yeVEXoScR6fSWAR\nBF+YrMWaxzm+wBI1HL/G0Ua/B1BmhO2zS8kIhyUx7Wn7Xgz+E/0qnxYp5SeFEBcC72vYgR+RUj41\nn3Pn47jyVqBEMKX8RqBIMH8dEhISEhJy1pHnuO9lIcSHgO8AHY30bSHEB+dz7nxsusullL95yvb/\nEULsOfNqhoSEhISEzI+zZdN9kXgXcIWUsgIghPgHguVDXzjdifP5N6EmhLj6xIYQ4irgtLLokJCQ\nkJCQF4ovxbzSfxIC8E7Z9phnaL/5vOm+D/i3hm1XAHPMM5pCSEhISEjImXIinu45zNeB7UKInza2\nbyFwDXla5qNefgq4UAiRbGwXX2gtXygK0F8wcCVoAsxAc4Dlnfx8KgKNgZLJYL3MNwejDChHOVKK\ncpHWjYuFZU8yK0ymvGU8PpNgm3eIxYVVGKeU1ZcLIs7sy7dwyL+H/uIrm2ItS+QZKmewRJ6+XDuD\nZYU2E/oLrUzZFpsyJjvnGhFtbMkKFvGj45LumGB10mFHlaY4yfZU+osOS2KtdEYsNqmruCBl8Ytj\nveRsl32zHbToDj8bU2jRF7AgWuEGbTW3137GwPj5zfqecBIC8EfrpxnKZThUSLC8pcqxscXNfXPO\nLqJ6B9tmTd61ZoT7JxY2o9Es1W0A/i13mFV+L6AzVjOYszQO+KNUji3k2g6F/mIgoOiICijDVF1h\nX66NuCYZV6bZl1vYFDjpQvLwVIw1rXHK9gRPRnYzXFjL7pzJNe0+t2Vn2Zdroy+ns6bVo+7lufvY\nNXREnKZAzmn8N3twpousLPO6jiT9hVZi5RY2jwtcYbGnkuOiuQwAWyZ1FnmLGZHbaY+uZc4Zan7/\ngVyGiqtx/4RC2oC8ozFdb2VvHhbHlnLcLTBWTZBVJqhaJiMVn73ZdlyvxlRd0B2X/HjrlXSLAr91\nnsWXhyx+WN6JocTomL2MpL6InKXgYjXrXnF9bE/w1f5uTBWMXJqKq6ALSU/Cpuya7Jxz0UUrLkfo\ny7XiSNH8C0Gkn7I9waPOIcZGl/GmhQkemvJ42UIfd6bG94t7ucnZQI+3jIrwQARiL9tbwGBZkndi\nWB7YbiDcMZQYeyo5NJGm4oJFlbIryBd1dlSnmVKG2Z27jIojmXNgTVIPjms0s8uV9TwwIQDJzmwj\nIk8xzXE3x7bZNDnbRREGu92R5u9/3K6gZRPkbJe0EXQ9u7IamiJwfYUiZXZmDWzfp0WTHLcr2G6B\nndngOiY6k+RQhdnIU9nm3cUm9ZX8YKJGVplkudLOHn8femkdh7Md5CyTvKORNl3un1BYPnIeAHEt\nEEMC3DHSwmt8lbFqlMlajL15k8navwGwdUbSEUmRd22+MaShqVEGiykM1WO6rqOLFEMl2JttZ02r\nzaFCGscXzfY/VIKOSJqiMsRgubcpGqvJIoNlhYSewD7FLml7gryj0BHxyKojHC2txFAlthe0PaVo\n0F+MP62/21PJAVBWStQo4kubNhMentLoTQTtx5GCw+5WpF8jI7vYmTW4s/4QHUqwPHVv3nxav1pr\ndPNDZaOZV/VzPFgMRGHD1TqwlBcPcTadY5x1pJSfFkI8CJyYBX6HlHL3fM6dj3rZBH4TOA/QTrjI\nklL+9QupbEhISEhIyOk4F990hRARgtnfFcBe4J/P+pIh4HYCN1c7AetMKxkSEhISEnImSMDzz8k3\n3W8CDoEjjFcBa4E/PJMC5jPoLpFS3nTmdQsJCQkJCXlhnKPq5XVSygsAhBBfA5440wLmo15+XAhx\nwZkWHBISEhIS8kKQ8pxVLzsn63hm08oneM43XSHEXoJ/NjTgHUKIQYLpZRFcT254IRd8IXjAQLmO\nLgLPOQlh4kgPXfxHFZUjA6VHf9GhLKoclDubwu577CHqXh6JS9UaZjw+Taq+hFV+L/3FRrQiRcH2\nfZbENEarLv0FBV2J0l+Q2L6PoShYosa+XPD/ymBZYdpyGBYTWN5S9vA4sdxVVH2XmKKxXxzFweKm\n2AYqjuRzUwdJiBT78h1Noc2AcojsRAevbm9lznHZPK5iKAqTfoHduTQdEYOeuKAvp9FZNym5HrZb\naHrlAZrCjc3jglctklRclYTu0ZeLU3L0p3ntWqytw1RhrNTKkpjGkSp0Riz6GhFPMl4HuiIYKNcZ\nVwLhRMZvw8Fjy5RHSgvEFVNuGUexuKd2iE32Kg7beS4yuunLBQ+C6wdiGBOJ65t0RNbhYvH5IYeN\ncZoioaMlnT5rmnilg6S+iJ1zPktigd9wV0Jcg7I9wc65BGXlOA9PJ+iO6cQ1cGQdW1a5PpVib17g\nSgCfYWUQgKhIMucdBQKxyAmOcJx17pKm56PehOSOkRYmlb305TZwmbGUf9rjU/E8dmYNfGmTs13G\n6i4pzaBbtFFyPBJCwfFOeO9xqbhZbs0/zPXaNWybVXB9Sd61GSiaTNl1Fkci7MspWL5sCIYM5hyH\nrCwzUEyhYbI3D8fdPCY6aSWCIyWOsBrtO/h7/yQ40uX+CQ1f2nT53QxW6hSpkVWmMWWUupdnb8Gl\nLC1sP8KInEP6NVTRge1XAXiynMNEZ5A+nMpasmISBNh+lR3Vxr2XSfYWPIrUcETQ5yRkjKwyR8Jv\noayUMGUES9QpK3lG7SMs8VdgainG3AO4Xg1TS5FV5sjagTcuAs0e27yBkwsvVCj7JSxRI2MHHp6k\nX+OAPxp4SFIsEqSw3Dy79cDzUkRNcUDZS9EZBw92GyZzzhBH9BT78icDy1RchQ1p6C/GqbiCqEhy\nqJDAkYIDzgw9+QXYpywAMbRWXK/GHg6wJLuBceU4lqjh2jUGSia6kEzVBXNWcF83j6v0xPVmmz3B\ncbtMayHBlN1PX271yS8K9FnTuNkFDSFZQ6TpS2zfZbqm4kiLwbJCxfUxFYHlS3xp018IjrUbUYMm\nlRF0EbRt26uiCIN7SkF9K4WTYc9VYSJxGZEHOVh8AF/aOHoNRRjsLZef1q/asoquRNlbqDfPd/wa\nU9owtl8lJtIMlDt4MTkXbboEouITYmIBRBvbJ8bF07rper7p5ZvPQgVDQkJCQkLOmHNRvSylfJb1\nMmfGcw66UsrhX7bwkJCQkJCQM+W/wDrdF0wYFzckJCQk5JzDOwffdM8G/yUG3RpVDih7g43GfdCE\niYuF9syYwY39+8VBCu44nrRQhUmrtog5Z4i6PYpofO0jtQexYlc8XU4mwSTKSCVCVkyiS5OyPcFu\n9TAmUSxZY6y2m92RKGXy7LAhI9uYlkP0WRHK9gR7IgfIiC72+AfpFms5aD3AHr8bE52M6GJEHuTJ\nQhtmox41pQh0sHPOJ66q2L7PE/4+XMUiU93ISGB+QxeCwbLKA84dKMJo2JVPVl5TBB0mbJ+RxHWB\n5ankbJe8Y6I1fpekvghTRlgc9dmXb2GgXAcF7ptIUHF9PGkxqYwwioWmmFT9HIYSY5ohOpQe8kwR\nbZgtHMWi4I5Tc6YhBkmR5hfuk6QIoqmYMgICLKmTdYpk6GLQ20VG3chI1WFPpYyl1Nlameag9QAJ\neTMVP8t+/SiT5Q5MdLLKHBm/DYAnC2VMESEry5QrOglhUqRG2Z5o2i5NNIrUSCgppF9jtuGYwfMK\n7C2Xm7/VmH+AhNLCVDmwwx2sO5jooMC05aALwYico1u0MVgvowiDPQT3tejqLNVa2TKp4Egby82T\nMBayhwNYbh5PtThOgbIf2Dq7RJoDzgwJYkxbDgPKIKaMApCwGzZRIux2Ryi44xzQUqBAGRgmD4Kg\nLXsFXCwGlAEK7jjteg+OtJB+jT77HhZHLwKg4E3SqjaiVskyWXWag95k0xFCzZkGvYNBpQ8IHGXU\nnTxFI0fVC+533cszoh6k7uWZ0hcRFUkK3iROI3KTrkSpO3k6jTUnf+PGswYwqFSx3DyaGm3uG3MP\nNH+rupdHoDFl9zfvSVJfxJTTj+vVqEWWU3TGkbgcd3aT1ANHFmPuATyvwFgt8EOQMBZi+1Vcr4Yv\nbca8IH9MHGDn3EJ0IdjDAc6Xa5+mA6mJInvzYPseutTZORdoYk60obo9iqZmWOb3MlCuk1emQAbt\n6LFCjiRRLFzKokpWmWSZ38s9tUEyXtBuASwcykqJveXAnnqwHjixcIRDxcuS1UwO23rTTn6CopLD\ndKPMOUPch0WnXIbl1ymTx/dLzUhCJtHAlk1g2waoe3lcL8uYe6DRaQQ6AF2YeG6gB4gpaYpyGEUY\neNLC9bJNDcSJ/rPu5rHdAgPRQOfhYlGzprHcIFJRXc1zQH/xVpAGof1etOL/U/nPCdEQEhISEhLy\nPEg5vzQfhBA3CSEOCSGOCCH+7Fn2v1YI0SeE2COEePLUeANnm/8Sb7ohISEhIf+TEPjzix9w+pKE\nUIEvAi8HRoEdQoifSSkPnHLYFuBnUkophNgA/BBYc1Yq8AzCN92QkJCQkHOLeb7lzvNN93LgiJRy\nUEppA98HXvu0y0lZlrJZWpwX0TdHOOiGhISEhJxTnFAvzyfNg8XAyCnbo428pyGEeJ0Qoh+4E3jn\nC678afgvMb3s+hZz9cDBgS9tFGE87e8zkbhM1vYEn/0aqtrKtJtvHitxG/tKjNV2N8sC0NQorld7\n2l/PKzxN8HGqUGFODlHWeyjWhhnUa3hegYI7zrR7gISxkEFvF55XCJwP+DUsN09HZB1HOdgsr+iM\n0+cdJRu9CCQ4WFT9QHSxXzmILkx6vGUMKMMgA1GG5U2y2z3ZjkwZAWBKDNMpl9HlpJkkR1ZM0lUJ\nnASY6GiKSRdp9uYh71pkRZEx9wAZv42lRhzLnqQgTorTPGnh+DU8aZFXpqi4WWylSt3LB/VwA3HH\nlN1PQU2BhOPeyWAbJwQejldDV6JYbp5JNUdRyTHrDKETxfED5wl9/qPUnGkKSpQCkzh+jXa1h4Ps\nBOCocpCoaIi4ZMNRghKc+5TY0xSBdMplWCIQ/Fin3Pc+/1EgEAHpSpSsGjh/SPppRmRwP1pFF/sJ\nfvNZd4ii3kOBSSCIsoICrrA4ZGfpVS/GUur40qbu5Zvt8/+1d/8xcpT3Hcff371fXoM5YxubH6bE\nUBRK0wRcAqlEaauW1qatTNVIdYvyA5EipJImf6CKCilK1L9aqa2aiuJeUyekouWPBFT/QYuSKhVp\nU8CG8MMGTAzEsY3NYZucf51vvbvf/jEz67n17t7c3ez8WH9e1up2Z2Znv888s/d45vne81w0cg1H\nbJLDZ95h1cg69jVeZ2nlYvb5B4xXLuW92hutc2vJ0HKWcjEHGu8yUqkyPnw5Pznzw2B55WImTwfn\n2YWjl2GVKsMEyW0jlSpTjUNBPQyNA8HMMLXmKY7N7GW0upQhG2N/ZQ+1xqng3Buabn0nps9MtibF\nro6sDmZRqr1BrT5FdWQ1QzbGsZm9VEdW8/7JFxmvXsexmb2zvlONxhTvATO14PhYpUrFRhkeqjJT\nCxJ6YCWNxhSNxhRWqeLNaU43qszUDuHUZ733aCP4/gAcPf1W6/lM7RDHoJUsBbTWnajB2PByml7D\nm9M0wlJNe403R95uJRHt4nVO+QcstYs51Qx+Pt/c2UoUPESQmInRSs6sN47w7PRjXHLBek7Wj7TO\n6SjRMFo2UqkG52gjSIqsNYPjPVKpcuL0QQ4MB9+B3c3nGKlUW9+FU80P2N18l7goGa3hM9TqUxyu\nT3Fy5EjrdZR8Fn33Go0phobGOREmuEXH59TMXqxS5UCY+BRfF8361PQaM7Vgn9HvSyBIsAqPb7S8\nYqN4c5poQqRavcbRRn+nVW8kv9ZcZWY7Yq8n3H1ivp/n7k8CT5rZbcBfAL8x330kUYpGV0REzh9B\n9nLiPt3D7n5Tj/UHgCtjr9eGyzp/tvszZna1ma1y98NJg0hKt5dFRKRwUuzT3Q5ca2brzGwU2Axs\ni29gZj9r4by1ZrYeGAOOnLOnFOhKV0RECietEancvW5m9wNPEwx8vdXdd5nZfeH6LQRzxn/azM4A\n08AfxBKrUmV92m+qzCpujLb6YrtuF/4fIr6dMYxTb/3s9b7ovfH3tC+f9b6wj2poaJx640jrfZXK\nMuBs34hTZ3hoZatPJd4XHX8+Ojze6s+pt/WXRH3MEPRhnZx5i+Ghla11kWhwgvHhy5mqv8sFwytn\n9UdB0Ac1WlnaGvT+RO0gV1Rv5IzP8O7J71OpLJvVbx7170R9dlH/WdSv117meD97xUYZGw4GqR8b\nXs6pmb0sHbvqnL6r0eFxavUpvDnN2Oil1OpTs94blX9FOGgC0Or3jPqo4v2kJ2oHW3US1V9Urmib\n0cpSTtaPMFKpcmxmb2vdRSOXc7J+pDWQQ7SvJaNrgWAQh6On32L1kus51fyA041gIIGovCuWXHO2\nbzUcOD+Kf2x4eTA4RUx1ZHWrzlcsuYajp9+i6TWqI6tbfXPVkdVMn5lkVfXnWrG1H+foPJipHWK8\nel2rnzmuvf816mttNo9TqSzDm9Ot70l0vOL9se16LW82j5+7vMf3ca7v4Vzf/3bx70d0jsW/Q9Nn\nJlu5HPG8juj7Ff8+R+ui82CmdqhV9vafUfmBWcem/Vh1O3ZzHYP24xTX65i1H/t4HXSrl26/N88u\nb7wwx63dBVkzusbvWrU50bZ/e/CrfYmhX3SlKyIihaOxl0VERDLgPq/s5VJRoysiIoUzqGMvq9EV\nEZHCKUG60YKUJJHKPEg6K49eyQrdRMlIUTJLfB/tiRntCRXR+kh1ZHVrRpD2hJtGY4qx0UtnJfhE\n2zWbx3smT8S1J1x0iiuKLR53lLATL1P8+dDQ+DmDnsSTXOJJRJ2S0qKko/bkoPjnnh3E4VArcSv6\n/Oh19DwayCF6/9Kxq2bNoBPNXBWVM0oUi/bZbB5nyeja1j7b6yqerNTpefy4xmONH7v4fpvN4wwP\nrZyVJNVeP90ScuY6RxdqrkTGfn0m0KrDTolLnb6jUWJk+36i7XvF3J7A1C2hqX1/nfbTj2OSvv4k\nUl0yssZ/f0WyRKp/nFQilYiIyKLo9rKIiEhGBrTNVaMrIiLF4g6NAf2bIfXpFlySvp1eAw106mON\n909GA1zEB7rop14DHXT74/1O8XfrO4v67ZIMhBLfV7eBCjr1+cX7W7sNLlCpLJs1OESvvr1egxHM\nVf8LPT8Wqtu5Np/9zyfPQYquP326q4bX+O8sT9an++gR9emKiIgsWDDhQd5R9EcuEx6Y2XIz+5aZ\nvWFmr5vZL+URh4iIFJMnfJRNXle6fwf8p7t/Mpz1YWlOcYiISAEN6pVu5o2umY0DtwGfBXD3GnDu\nTPQiInLeKkG60YLkcaW7Dngf+LqZfQx4AfiCu5+Mb2Rm9wL3tr/5fEu8SFLWbttEyzutj5J8okEA\n4oMB9FOv8rTH2yv+9mWtbTvMbNNpu/h55NS7vq/9fIu2bU+sbI+1fYadJGXodG7PVf+LOT8WIkk5\n5rOPrAfi6LXN+fa7pcgcqA9oq5tHn+4wsB54xN1vBE4CD7Zv5O4T7n5TmbLSREQkHYPap5tHo7sf\n2O/uz4Wvv0XQCIuIiOAe9OkmeZRN5o2uux8C9pnZh8NFvw68lnUcIiJSVJ74XxJmtsHMdpvZHjM7\n586qmd1lZq+Y2atm9oOw67Mv8spe/jzwWJi5/DZwd05xiIhIwaT5d7pmNgQ8DNxOcKd1u5ltc/f4\nxd47wK+4+wdmthGYAG5JJ4LZcml03f0lYEF9tYOa6JB2EkcZjlO/E1d67T/pKE9ZHscy1Nl8Ja3j\nNM+FhSaXFfX4pzEqWRmlOArkzcAed38bwMweBzYRu8Pq7j+Ibf8ssDa9j59NI1KJiEihONBInr28\nysx2xF5PuPtE7PUVwL7Y6/30voq9B/iPpB8+X2p0RUSkcOYxL8DhtP7Kxcx+jaDRvTWN/XWiRldE\nRAonxdvLB4ArY6/XhstmMbOPAl8DNrp73wYuyGXs5TJon41modskfe8g9sn0kkU/1HxnvlnI+8pk\nMefrQveX9FhmNbtV0fffaT9pDJBSNkEilSd6JLAduNbM1oXJu5uBbfENzOxngCeAT7n7m2mXJ05X\nuiIiUjhJ/xxozv24183sfuBpgjlit7r7LjO7L1y/BfgSsBL4BzMDqPdrYCY1uiIiUjhpzmHv7k8B\nT7Ut2xJ7/jngcyl+ZFdqdEVEpFDcnbqn2ewWhxpdEREpnLRuLxdNaROp+p0Y0WkGkrm2Wcz+yyg6\nJgupi6KVf6Hx9Ps8TPNz0j7m8f1ldRwWKsmsQ/3cf9b7KTsHmniiR9kU+5siIiLnpTI2qEmo0RUR\nkYJJPplB2ajRFRGRQoluLw+i0ja6nfpcF9IfkvR96ms5Vx6TArTLe7D3rD47i8Ejypyj0B7/fMuT\nd/xJ5H2uZ8qgbo28o+iL0ja6IiIymIKby/qTIRERkUzo9rKIiEhGmqYrXRERkb4Lbi6r0S20hSYY\nlDEx4bxKqJhDWY9D2nU43/21b7+YwUH6UQeLTYQqWnnSkFVc0UAheR8HNboiIiIZcJyGFfM/P4ul\nRldERApGt5dFREQy4wzm3+mWdsIDEREZTFEiVZJ/SZjZBjPbbWZ7zOzBDuuvM7P/M7MZM3sg9QLF\n6Eo3ZwtJ3Ii27/TexY7MM8iKkiDSjxh6nRP9/Px+Hct+7Xeu41OEcyNvRTkGad1eNrMh4GHgdmA/\nsN3Mtrn7a7HNjgJ/CtyZyof2oCtdEREpGMdpJHokcDOwx93fdvca8DiwadanuU+6+3bgTPplmU1X\nuiIiUigONJJfca8ysx2x1xPuPhF7fQWwL/Z6P3DL4iJcODW6IiJSME4zeSLVYXe/qZ/RpEmNbkoW\n2l+Y9swuaQ0SkIYi9aHC4uJIq2+8333sRTnWaYkfrzSO3aAdn0HlkOaEBweAK2Ov14bLcqFGV0RE\nCsZpemp/MrQduNbM1hE0tpuBP0pr5/OlRldERAonrStdd6+b2f3A08AQsNXdd5nZfeH6LWZ2KbAD\nuAhomtkXgevd/VgqQcSo0RURkYLxVAfHcPengKfalm2JPT9EcNu579ToiohIoThOwwez/12NbkqU\noHGuQTomac1a49QTJwQN2sAmixkIpv15vw3asS8dB0+vT7dQ1OiKiEihaD5dERGRDLmr0RUREclA\nuolURVLKRlf9LVIWSQYwmc97i2ChfdJFLU8nZYp1UOlKV0REJAOO0/S+zz2QCzW6IiJSMK4rXRER\nkaykOPZyoajRFRGRYnH16RZK0ZMclOglg6zsiWBSBq4rXRERkSw4GpFKREQkI45r7GUREZEsDO7t\n5UreAQyiovdlWfh/LZvH/7nms23WFhpbkcuUJx0XKYZmwke56NslIiLFM6DZy7lc6ZrZBjPbbWZ7\nzOzBPGIQEZGiCm4vJ3kkMVebY4GvhutfMbP1qRcplHmja2ZDwMPARuB64A/N7Pqs4xARkSJL5/Zy\nwjZnI3Bt+LgXeCSVInSQx5XuzcAed3/b3WvA48CmHOIQEZFCCoaBTPJIIEmbswn4pgeeBZab2WXp\nlimQR5/uFcC+2Ov9wC3tG5nZvQT/4wCYgcbODGLrp1XA4byDAFpTZs1n6qxw28KUIW6eU4C1ylDy\nqcP6VhcZHpdCnk/zdL6X4ao0A4l5GuqrEm67xMx2xF5PuPtE7HWSNqfTNlcABxPGkFhhE6nCgzYB\nYGY73P2mnENaFJWhGAahDDAY5VAZiqGIZXD3DXnH0C953F4+AFwZe702XCYiIpK2JG1OZu1SHo3u\nduBaM1tnZqPAZmBbDnGIiMjgS9LmbAM+HWYxfwKYcvfUby1DDreX3b1uZvcDTwNDwFZ33zXH2ybm\nWF8GKkMxDEIZYDDKoTIUwyCUoatubY6Z3Reu3wI8BdwB7AFOAXf3Kx5z937tW0RERGI0DKSIiEhG\n1OiKiIhkpNCNbpmHizSzH5vZq2b2UvQ3ZGa2wsy+Y2Y/Cn9enHeccWa21cwmzWxnbFnv86mHAAAE\ngklEQVTXmM3sz8O62W1mv5VP1LN1KcOXzexAWBcvmdkdsXVFLMOVZvY9M3vNzHaZ2RfC5aWpix5l\nKE1dmNkSM3vezF4Oy/CVcHmZ6qFbGUpTDwPH3Qv5IOjwfgu4GhgFXgauzzuuecT/Y2BV27K/Ah4M\nnz8I/GXecbbFdxuwHtg5V8wEw6m9DIwB68K6GipoGb4MPNBh26KW4TJgffh8GfBmGGtp6qJHGUpT\nF4ABF4bPR4DngE+UrB66laE09TBojyJf6Q7icJGbgEfD548Cd+YYyznc/RngaNvibjFvAh539xl3\nf4cg6+/mTALtoUsZuilqGQ66+4vh8+PA6wSj45SmLnqUoZsilsHd/UT4ciR8OOWqh25l6KZwZRg0\nRW50uw3LVRYOfNfMXgiHtARY42f/9usQsCaf0OalW8xlq5/Ph7OHbI3dDix8GczsQ8CNBFcopayL\ntjJAierCzIbM7CVgEviOu5euHrqUAUpUD4OkyI1u2d3q7jcQzF7xJ2Z2W3ylB/dySvX3WmWMOfQI\nQTfFDQRjqf51vuEkY2YXAt8Gvujux+LrylIXHcpQqrpw90b4PV4L3GxmH2lbX/h66FKGUtXDICly\no1vq4SLd/UD4cxJ4kuAWzXsWzlwR/pzML8LEusVcmvpx9/fCXzxN4J84e7ussGUwsxGCxuoxd38i\nXFyquuhUhjLWBYC7/xT4HrCBktVDJF6GstbDIChyo1va4SLN7AIzWxY9B34T2EkQ/2fCzT4D/Hs+\nEc5Lt5i3AZvNbMzM1hHMQ/l8DvHNyWZP0fV7BHUBBS2DmRnwz8Dr7v43sVWlqYtuZShTXZjZJWa2\nPHxeBW4H3qBc9dCxDGWqh4GTdyZXrwfBsFxvEmTQPZR3PPOI+2qCDMCXgV1R7MBK4L+AHwHfBVbk\nHWtb3P9GcKvpDEFfzj29YgYeCutmN7Ax7/h7lOFfgFeBVwh+qVxW8DLcSnDL8hXgpfBxR5nqokcZ\nSlMXwEeBH4ax7gS+FC4vUz10K0Np6mHQHhoGUkREJCNFvr0sIiIyUNToioiIZESNroiISEbU6IqI\niGREja6IiEhG1OiK9FE4m8sDecchIsWgRldERCQjanRFUmZmD5nZm2b2P8CHw2V/bGbbw3lNv21m\nS81smZm9Ew6XiJldFH8tIoNHja5IiszsFwmGLL2BYASmj4ernnD3j7v7xwimubvHgynv/hv47XCb\nzeF2Z7KNWkSyokZXJF2/DDzp7qc8mFUnGi/8I2b2fTN7FbgL+Plw+deAu8PndwNfzzRaEcmUGl2R\nbHwDuN/dfwH4CrAEwN3/F/iQmf0qMOTuO7vuQURKT42uSLqeAe40s2o409TvhsuXAQfD/tq72t7z\nTeBf0VWuyMDThAciKTOzhwimfJsEfgK8CJwE/gx4H3gOWObunw23vxR4h2Cml5/mEbOIZEONrkjO\nzOyTwCZ3/1TesYhIfw3nHYDI+czM/h7YSJDpLCIDTle6IiIiGVEilYiISEbU6IqIiGREja6IiEhG\n1OiKiIhkRI2uiIhIRv4fqiwqLWdSUkcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0da1f58978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(7,4))\n",
    "plt.imshow(prod_dpivot.values.T, aspect='auto',\n",
    "           origin='lower', extent=[0, 365, 0, 24], cmap='inferno');\n",
    "plt.ylim([4, 20])\n",
    "cbar = plt.colorbar()\n",
    "cbar.set_label('Power (kW)')\n",
    "cbar.locator\n",
    "\n",
    "ax = plt.gca()\n",
    "ax.set(\n",
    "    title='Customer %d production 2011-2012' % n_cust,\n",
    "    xlabel='day',\n",
    "    ylabel='hour of day',\n",
    "    yticks=[0, 6, 12, 18, 24]\n",
    ")\n",
    "fig.tight_layout()\n",
    "fig.savefig('customer/12/daily_pivot_prod_2011-2012.png', dpi=200, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Consumption heatmap\n",
    "\n",
    "Notice: vmax set to 2 kW (→ saturation) otherwise the plot is dominated by the few spikes between 2.5 and 4 kW\n",
    "\n",
    "Obs:\n",
    "\n",
    "* start of the day at 6 am. Not influenced by daylight saving"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ESHe/oXOFKQPIeDHYpULxwfkuZHm2UI2MKyoqKiouKxTIniFjxYtF1RlXVFRU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\n+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UaK1ZeAzjR/9IVXsuuzOdZXDBY0jaMjsgkPk2gGCxpRinDLEAwFrxBGs4r1K0Mu/oOM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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0da1984630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(7,4))\n",
    "plt.imshow(cons_dpivot.values.T, aspect='auto',\n",
    "           vmax=2,\n",
    "           origin='lower', extent=[0, 365, 0, 24]);\n",
    "#plt.ylim([4, 20])\n",
    "cbar = plt.colorbar()\n",
    "cbar.set_label('Power (kW) [saturated]')\n",
    "fig.tight_layout()\n",
    "\n",
    "ax = plt.gca()\n",
    "ax.set(\n",
    "    title='Customer %d consumption 2011-2012' % n_cust,\n",
    "    xlabel='day',\n",
    "    ylabel='hour of day',\n",
    "    yticks=[0, 6, 12, 18, 24]\n",
    ")\n",
    "fig.tight_layout()\n",
    "fig.savefig('customer/12/daily_pivot_cons_2011-2012.png', dpi=200, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Same plot, without saturation, but using a compression of high values:\n",
    "\n",
    "$$ v \\to \\sqrt{v/v_{max}}$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "v = cons_dpivot.values.T\n",
    "v = v/v.max()\n",
    "v = v**(0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UxU2Sa/ZuOLOp4jtCswRtX+k9LLR9G89mSSl2xW5+MsjHSj6F6aagzk6o9TK8+Cs/zAff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\nEXHRjUQikUjkHvH/A4Pcdt/pnvG2AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0da1b5d978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(7,4))\n",
    "plt.imshow(v, aspect='auto',\n",
    "           origin='lower', extent=[0, 365, 0, 24]);\n",
    "#plt.ylim([4, 20])\n",
    "cbar = plt.colorbar()\n",
    "cbar.set_label('normed sqrt(Power)')\n",
    "\n",
    "ax = plt.gca()\n",
    "ax.set(\n",
    "    title='Customer %d consumption 2011-2012' % n_cust,\n",
    "    xlabel='day',\n",
    "    ylabel='hour of day',\n",
    "    yticks=[0, 6, 12, 18, 24]\n",
    ")\n",
    "fig.tight_layout()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
